{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "34527282",
   "metadata": {},
   "source": [
    "# Batch processing with SequenceMap\n",
    "\n",
    "In this example we will show several examples of batch processing. Batch processing, typically involves applying the same processing steps to each sample in a batch.\n",
    "\n",
    "This type of processing is often applied during the preprocessing step, where we deal with samples of different sizes, and we process them to form a uniform batch.\n",
    "\n",
    "First, let us import the packages we need, and load images that we will use in the examples."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "9dc27fbd",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np  # type: ignore\n",
    "import onnx\n",
    "from onnx import parser\n",
    "from onnx import checker\n",
    "from onnx import helper\n",
    "from onnx import TensorProto as tp\n",
    "from onnx import save\n",
    "import onnxruntime"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "dee9d6f9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Output sizes: \n",
      "(400, 266)\n",
      "(348, 348)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# display images in the notebook\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image, ImageDraw, ImageFont\n",
    "%matplotlib inline\n",
    "\n",
    "def show_images(images):\n",
    "    nsamples = len(images)\n",
    "    print(\"Output sizes: \")\n",
    "    for i in range(nsamples):\n",
    "        print(images[i].size)\n",
    "    fig, axs = plt.subplots(1, nsamples)\n",
    "    for i in range(nsamples):\n",
    "        axs[i].axis('off')\n",
    "        axs[i].imshow(images[i])\n",
    "    plt.show()\n",
    "\n",
    "images = [\n",
    "    Image.open('assets/dog.jpg'),\n",
    "    Image.open('assets/cat.jpg')\n",
    "]\n",
    "show_images(images)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "944b3383",
   "metadata": {},
   "source": [
    "## Example 1: Resize to a minimum size, and apply centered crop\n",
    "\n",
    "In the first example, let us perform some of the most typical preprocessing steps applied to images in image detection applications.\n",
    "\n",
    "We will first resize the individual images to a minimum target of 256x256, while keeping the original aspect ratio of the image. That is, we will resize the shorter side of the image to 256, and adjust the other side to match the original aspect ratio.\n",
    "\n",
    "Following the resize operation, we will extract a centered crop of 224x224 from the resized image.\n",
    "\n",
    "We can express the two operations as the following ONNX graph:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "9bbddac5",
   "metadata": {},
   "outputs": [],
   "source": [
    "resize_and_crop_sample = parser.parse_model('''\n",
    "    <\n",
    "        ir_version: 8,\n",
    "        opset_import: [ \"\" : 18, \"local\" : 1 ]\n",
    "    >\n",
    "    process_sample (uint8[H, W, C] image) => (uint8[224, 224, C] image_sliced)\n",
    "    {\n",
    "        target_size = Constant <value = int64[2] {256, 256}> ()\n",
    "        image_resized = Resize <mode = \\\"linear\\\",\n",
    "                                antialias = 1,\n",
    "                                axes = [0, 1],\n",
    "                                keep_aspect_ratio_policy = \\\"not_smaller\\\"> (image, , , target_size)\n",
    "    \n",
    "        target_crop = Constant <value = int64[2] {224, 224}> ()\n",
    "        image_sliced = CenterCropPad <axes = [0, 1]> (image_resized, target_crop)\n",
    "    }\n",
    "    ''')\n",
    "checker.check_model(resize_and_crop_sample)\n",
    "onnx.save(resize_and_crop_sample, 'resize_and_crop_image.onnx')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1827a368",
   "metadata": {},
   "source": [
    "Note that this graph processes a single image at a time, so if we wanted to process several images using this model, we will have to call run image by image. Let us try that to check that our graph works as expected."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "524976f3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Output sizes: \n",
      "(224, 224)\n",
      "(224, 224)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Using ONNX Runtime to process images individually\n",
    "session = onnxruntime.InferenceSession('resize_and_crop_image.onnx', None)\n",
    "out_images = []\n",
    "for image in images:\n",
    "    result = session.run([], {'image': np.array(image)})\n",
    "    out_images.append(Image.fromarray(result[0]))\n",
    "show_images(out_images)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f96563fe",
   "metadata": {},
   "source": [
    "We are now ready to use the graph we defined together with SequenceMap, to perform batch processing. A non-uniform batch of samples in ONNX can be represented by a sequence of tensors, where each tensor can have a different shape.\n",
    "\n",
    "SequenceMap operator applies a subgraph (body) to each tensor in the input sequence, producing an output sequence of processed samples. Let us build a model that utilizes SequenceMap to apply the previously created graph to a sequence:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "4733e8a4",
   "metadata": {},
   "outputs": [],
   "source": [
    "resize_and_crop_batch = parser.parse_model('''\n",
    "    <\n",
    "        ir_version: 8,\n",
    "        opset_import: [ \"\" : 18 ]\n",
    "    >\n",
    "    process_batch (seq(uint8[?, ?, C]) images) => (seq(uint8[224, 224, C]) images_sliced)    \n",
    "    {\n",
    "        images_sliced = SequenceMap < \n",
    "            body = process_sample (uint8[H, W, C] image) => (uint8[H, W, C] image_sliced)\n",
    "            {\n",
    "                target_size = Constant <value = int64[2] {256, 256}> ()\n",
    "                image_resized = Resize <mode = \\\"linear\\\",\n",
    "                                        antialias = 1,\n",
    "                                        axes = [0, 1],\n",
    "                                        keep_aspect_ratio_policy = \\\"not_smaller\\\"> (image, , , target_size)\n",
    "    \n",
    "                target_crop = Constant <value = int64[2] {224, 224}> ()\n",
    "                image_sliced = CenterCropPad <axes = [0, 1]> (image_resized, target_crop)\n",
    "            }\n",
    "        > (images)\n",
    "    }\n",
    "    ''')\n",
    "checker.check_model(resize_and_crop_batch)\n",
    "onnx.save(resize_and_crop_batch, 'resize_and_crop_batch.onnx')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "93c4737d",
   "metadata": {},
   "source": [
    "With the model saved, we can now create a session and feed several images to a single run call, as a list of numpy array:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "06995904",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Output sizes: \n",
      "(224, 224)\n",
      "(224, 224)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2023-03-08 11:01:07.534192328 [W:onnxruntime:, graph.cc:3490 CleanUnusedInitializersAndNodeArgs] Removing initializer '_0x2e62da0__0x2e678b0_k2'. It is not used by any node and should be removed from the model.\n",
      "2023-03-08 11:01:07.534236721 [W:onnxruntime:, graph.cc:3490 CleanUnusedInitializersAndNodeArgs] Removing initializer '_0x2e62da0__0x2e678b0_axes_input'. It is not used by any node and should be removed from the model.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Using ONNX Runtime to process batches of images in one go\n",
    "session = onnxruntime.InferenceSession('resize_and_crop_batch.onnx', None)\n",
    "out_images1 = []\n",
    "images = [np.array(image) for image in images]\n",
    "result = session.run([], {'images': images})\n",
    "out_images = [Image.fromarray(image) for image in result[0]]\n",
    "show_images(out_images)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "98d7814a",
   "metadata": {},
   "source": [
    "## Example 2: Pad images to the size of the largest image\n",
    "\n",
    "As a second example, we will create a graph that uses two instances of SequenceMap. The first one will be used to extract the shape of each image. We will then concatenate those to a single tensor and use ReduceMax to obtain the maximum canvas dimensions needed to contain every image in the batch. As a last step, we use SequenceMap again to pad each image in the sequence to the calculated canvas size, padding with zeros at the end of each dimension."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "2bb99756",
   "metadata": {},
   "outputs": [],
   "source": [
    "pad_to_largest = parser.parse_model('''\n",
    "    <\n",
    "        ir_version: 8,\n",
    "        opset_import: [ \"\" : 18, \"local\" : 1 ]\n",
    "    >\n",
    "    pad_to_largest (seq(uint8[H, W, C]) images) => (seq(uint8[H2, W2, C2]) images_padded)\n",
    "    {\n",
    "        max_shape = local.get_max_shape(images)\n",
    "        images_padded = SequenceMap <\n",
    "            body = pad (uint8[H, W, C] image, int64[3] target_shape) => (uint8[H2, W2, C2] padded_image)\n",
    "            {\n",
    "                padded_image = local.pad_to_shape(image, target_shape)\n",
    "            }\n",
    "        > (images, max_shape)\n",
    "    }\n",
    "\n",
    "    <\n",
    "      opset_import: [ \"\" : 18 ],\n",
    "      domain: \"local\",\n",
    "      doc_string: \"Extract max shape.\"\n",
    "    >\n",
    "    get_max_shape (images) => (max_shape)\n",
    "    {\n",
    "        shapes = SequenceMap <\n",
    "                body = extract_shape (uint8[H, W, C] image) => (int64[3] image_shape)\n",
    "                {\n",
    "                    image_shape = Shape (image)\n",
    "                }\n",
    "            >(images)\n",
    "        shapes2 = ConcatFromSequence < axis = 0, new_axis = 1 >(shapes)\n",
    "        axes = Constant <value = int64[1] {0}> ()\n",
    "        max_shape = ReduceMax < keepdims = 0 >(shapes2, axes)\n",
    "    }\n",
    "    \n",
    "    <\n",
    "      opset_import: [ \"\" : 18 ],\n",
    "      domain: \"local\",\n",
    "      doc_string: \"Pads image to a given shape.\"\n",
    "    >\n",
    "    pad_to_shape (image, target_shape) => (padded_image)\n",
    "    {\n",
    "        image_shape = Shape (image)\n",
    "        diff = Sub (target_shape, image_shape)\n",
    "        pad_begin = Constant <value = int64[3] {0, 0, 0}> ()\n",
    "        pads = Concat <axis = 0> (pad_begin, diff)\n",
    "        padded_image = Pad (image, pads)\n",
    "    }\n",
    "''')\n",
    "checker.check_model(pad_to_largest)\n",
    "onnx.save(pad_to_largest, 'pad_to_largest.onnx')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "5d24aeaf",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Output sizes: \n",
      "(400, 348)\n",
      "(400, 348)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2023-03-08 11:01:19.198768952 [W:onnxruntime:, graph.cc:3490 CleanUnusedInitializersAndNodeArgs] Removing initializer '_0x2bf91b0__0x2bf8df0_pad_begin'. It is not used by any node and should be removed from the model.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "session = onnxruntime.InferenceSession('pad_to_largest.onnx', None)\n",
    "out_images1 = []\n",
    "images = [np.array(image) for image in images]\n",
    "result = session.run([], {'images': images})\n",
    "out_images = [Image.fromarray(image) for image in result[0]]\n",
    "show_images(out_images)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "359fe923",
   "metadata": {},
   "source": [
    "## Example 3: ResNet-50 preprocessing pipeline\n",
    "\n",
    "The last example is meant to show how SequenceMap could be used in an ONNX graph to represent the data preprocessing steps of a graph, before feeding the data to the neural network, avoiding thus the Python preprocessing steps typically required.\n",
    "\n",
    "A ResNet preprocessing pipeline for inference involves the resize and crop operations that we presented in Example 1, followed by a normalization step, and a transposition to a channel-first layout. Let us represent that with an ONNX graph:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "b037161c",
   "metadata": {},
   "outputs": [],
   "source": [
    "rn50_preprocessing_model = parser.parse_model('''\n",
    "    <\n",
    "      ir_version: 8,\n",
    "      opset_import: [ \"\" : 18, \"local\" : 1 ]\n",
    "    >\n",
    "    agraph (seq(uint8[?, ?, 3]) images) => (float[B, 3, 224, 224] output)\n",
    "    {\n",
    "        output = local.preprocess(images)\n",
    "    }\n",
    "\n",
    "    <\n",
    "      opset_import: [ \"\" : 18 ],\n",
    "      domain: \"local\",\n",
    "      doc_string: \"Preprocessing function.\"\n",
    "    >\n",
    "    preprocess (input_batch) => (output_tensor) {\n",
    "        tmp_seq = SequenceMap < \n",
    "            body = g(uint8[H, W, 3] sample_in) => (float[3, 224, 224] sample_out) {\n",
    "                target_size = Constant <value = int64[2] {256, 256}> ()\n",
    "                image_resized = Resize <mode = \\\"linear\\\",\n",
    "                                        antialias = 1,\n",
    "                                        axes = [0, 1],\n",
    "                                        keep_aspect_ratio_policy = \\\"not_smaller\\\"> (sample_in, , , target_size)\n",
    "\n",
    "                target_crop = Constant <value = int64[2] {224, 224}> ()\n",
    "                image_sliced = CenterCropPad <axes = [0, 1]> (image_resized, target_crop)\n",
    "\n",
    "                kMean = Constant <value = float[3] {123.675, 116.28, 103.53}> ()\n",
    "                kStddev = Constant <value = float[3] {58.395, 57.12, 57.375}> ()\n",
    "                im_norm_tmp1 = Cast <to = 1> (image_sliced)\n",
    "                im_norm_tmp2 = Sub (im_norm_tmp1, kMean)\n",
    "                im_norm = Div (im_norm_tmp2, kStddev)\n",
    "\n",
    "                sample_out = Transpose <perm = [2, 0, 1]> (im_norm) \n",
    "            }\n",
    "        > (input_batch)\n",
    "        output_tensor = ConcatFromSequence < axis = 0, new_axis = 1 >(tmp_seq)\n",
    "    }\n",
    "''')\n",
    "checker.check_model(rn50_preprocessing_model)\n",
    "onnx.save(rn50_preprocessing_model, 'rn50_preprocessing.onnx')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "01c110e3",
   "metadata": {},
   "source": [
    "We can now run the model, and verify that we get data with dimensions (N, 3, 224, 224), where N represents the number of samples in the input sequence"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "ac6d8c6f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tensor shape:  (2, 3, 224, 224)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2023-03-08 11:01:23.633954073 [W:onnxruntime:, graph.cc:3490 CleanUnusedInitializersAndNodeArgs] Removing initializer '_0x2ede8a0__0x2ed5f00_axes_input'. It is not used by any node and should be removed from the model.\n",
      "2023-03-08 11:01:23.634000194 [W:onnxruntime:, graph.cc:3490 CleanUnusedInitializersAndNodeArgs] Removing initializer '_0x2ede8a0__0x2ed5f00_k2'. It is not used by any node and should be removed from the model.\n"
     ]
    }
   ],
   "source": [
    "session = onnxruntime.InferenceSession('rn50_preprocessing.onnx', None)\n",
    "out_images1 = []\n",
    "images = [np.array(image) for image in images]\n",
    "result = session.run([], {'images': images})\n",
    "data = result[0]\n",
    "print(\"Tensor shape: \", data.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "45346a65",
   "metadata": {},
   "source": [
    "As an exercise, and for the sake of visualization, let us manipulate the resulting tensor to a 3D array that can be displayed as an image. First restoring the original channel-last layout, then concatenating the data from the two images side by side."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "f5344843",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "\n",
    "def visualize_processed_batch(data):\n",
    "    samples = []\n",
    "    for i in range(data.shape[0]):\n",
    "        samples.append(np.transpose(data[i], axes=[1, 2, 0]))\n",
    "    data_plot = np.concatenate(samples, axis=1)\n",
    "\n",
    "    def scale(A):\n",
    "        return (A-np.min(A))/(np.max(A) - np.min(A))\n",
    "    data_plot = scale(data_plot)\n",
    "    plt.imshow(data_plot, interpolation='nearest')    \n",
    "\n",
    "visualize_processed_batch(data)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
